05功能整合.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9dd9b569",
   "metadata": {},
   "source": [
    "# 功能整合\n",
    "\n",
    "类`ChangEDataManager`，包含以下功能：\n",
    "\n",
    "- 本地数据文件夹设置、数据文件数统计、定制条件查询\n",
    "- 远程数据查询和下载\n",
    "- 载入pds文件并处理为图像数据（numpy？cv2？pyqt？）\n",
    "- 将图像数据保存为PNG，可调缩放\n",
    "\n",
    "还未考虑好的功能：\n",
    "\n",
    "- 双目图像自动查找并返回图像数据\n",
    "- 同批次图像自动查找并镶嵌拼合\n",
    "- 全景图巡视\n",
    "\n",
    "`ChangEDataManager`是用来在后端处理数据的类，前端的`ChangEViewer`将请求发来之后，`ChangEDataManager`会将处理之后的数据（字符串、列表或图像数据）返回给`ChangEViewer`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ee1af26",
   "metadata": {},
   "source": [
    "## 1. `ChangEDataManager`\n",
    "\n",
    "由于嫦娥公开数据文件数量众多，文件名超长，所以这里专门设计了一个类`ChangEDataManager`，将数据的远程查询、下载、缓存、及本地标签查询等功能集成在一起，便于管理和访问。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "489cd8ba",
   "metadata": {},
   "source": [
    "### 1.1 query()\n",
    "\n",
    "新建`ChangEDataManager`的时候需要配置本地数据缓存目录。\n",
    "\n",
    "`query()`的流程：\n",
    "\n",
    "1. 将先查询本地缓存，获得一个list；\n",
    "2. 空查询远端服务器，获得符合条件的数据数目；\n",
    "3. 比较本地和远端的数目，如果相同就不查询远端，如果不同，则进一步查询远端，获得远端list；\n",
    "4. 两个list进行比较，标出区别，得出完整的lsit\n",
    "5. 返回带标记的list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f5f4d03a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import requests\n",
    "import time\n",
    "import atool\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import pds4_tools\n",
    "import colour\n",
    "import colour_demosaicing\n",
    "from skimage import exposure\n",
    "import cv2\n",
    "\n",
    "class ChangEDataManager:\n",
    "    def __init__(self, path='./data'):\n",
    "        \"\"\"\n",
    "        初始化内部变量，扫描数据文件夹，并现实初始化信息\n",
    "        \"\"\"\n",
    "        self.__cache_path = path\n",
    "        self.__data = []\n",
    "        self.info()\n",
    "        pass\n",
    "\n",
    "    def scan_cache(self, with_hidden=False):\n",
    "        \"\"\"\n",
    "        扫描数据文件夹，将文件名保存下来，并返回文件数量\n",
    "        \"\"\"        \n",
    "        self.__data = []\n",
    "        for f in os.listdir(self.__cache_path):\n",
    "            if with_hidden == False and f[0] == '.':\n",
    "                pass\n",
    "            else:\n",
    "                self.__data.append(f)\n",
    "        count = len(self.__data)\n",
    "        return count\n",
    "    \n",
    "    def info(self):\n",
    "        print('嫦娥数据管理器 v0.2')\n",
    "        print('数据文件目录 : %s' % (self.__cache_path))\n",
    "        print('数据文件数目 ：%d' % (self.scan_cache()))\n",
    "        #for f in os.listdir(self.__cache):\n",
    "        #    print(f)\n",
    "        pass\n",
    "    \n",
    "    def get_ChangE_download_link(self, pageNo, pageSize, task_id='CE4', data_type='SCI', payload='PCAM', data_grade='2B', date_start='default', date_end='today'):\n",
    "        \"\"\"\n",
    "        通过requests.get()发起远程查询，说明详见“01下载数据”。尽量用query_remote()调用，而不是直接调用本函数。\n",
    "        \"\"\"\n",
    "        # 默认情况下，根据任务设置查询的起始时间\n",
    "        if date_start == 'default':\n",
    "            if task_id == 'CE5':\n",
    "                date_start = '2020-11-30 00:00:00'\n",
    "            if task_id == 'CE4':\n",
    "                date_start = '2019-01-02 00:00:00'\n",
    "            if task_id == 'CE3':\n",
    "                date_start = '2009-12-31 00:00:00'\n",
    "            if task_id == 'CE2':\n",
    "                date_start = '2010-10-01 00:00:00'\n",
    "            if task_id == 'CE1':\n",
    "                date_start = '2007-10-24 00:00:00'\n",
    "\n",
    "        # 默认情况下，设置查询的结束时间为当天\n",
    "        if date_end == 'today':\n",
    "            date_end = time.strftime(\"%Y-%m-%d %H:%M:%S\", time.localtime())\n",
    "\n",
    "        # 组装参数\n",
    "        url = 'https://' + 'moon.bao.ac.cn' + '/proSearch!proSearchList.search'\n",
    "        inputJsonString = '{\"globalLang\":null,\"DM_DTYPE\":\"%s\",\"DM_TASKID\":\"%s\",\"DM_ZHNAME\":\"%s\",\"DM_GRADE\":\"%s\",\"DM_CBTIMEStart\":\"%s\",\"DM_CBTIMEend\":\"%s\",\"order_by\":\"desc\",\"qsList\":\"\",\"qsStart\":\"\",\"qsEnd\":\"\",\"bianhao\":\"\"}' % (data_type, task_id, payload, data_grade, date_start, date_end)\n",
    "        param = {\n",
    "            '_dc': '1615623500055', \n",
    "            'pageNo': str(pageNo), \n",
    "            'pageSize': str(pageSize), \n",
    "            'inputJsonString': inputJsonString, \n",
    "            'page': str(pageNo), \n",
    "            'start': str((pageNo-1)*pageSize), \n",
    "            'limit': str(pageSize)}\n",
    "\n",
    "        # 访问网站，查询\n",
    "        r = requests.get(url, param)\n",
    "        if r.ok:\n",
    "            link = []\n",
    "            link.append(r.json()['totalCount'])\n",
    "            for data in r.json()['returndata']:\n",
    "                # print(atool.pretty(data))\n",
    "                # 真实的下载链接\n",
    "                link.append(data['dmStorepath'].replace('/PUBDATA/', 'http://moon.bao.ac.cn/cedownload/'))\n",
    "\n",
    "            return link\n",
    "        else:\n",
    "            return None\n",
    "    \n",
    "    def is_datafile_exist(self, filename, filebuf=None, path='.', method='name'):\n",
    "        \"\"\"\n",
    "        检查给定的文件是否已经存在\n",
    "        目前只比对文件名\n",
    "        \"\"\"\n",
    "        path = self.__cache_path\n",
    "        if method == 'name':\n",
    "            for f in os.listdir(path):\n",
    "                if f[0] == '.':\n",
    "                    pass\n",
    "                else:\n",
    "                    if filename == f:\n",
    "                        return True\n",
    "            return False\n",
    "        elif method == 'size':\n",
    "            pass\n",
    "        elif method == 'content':\n",
    "            pass\n",
    "\n",
    "    def download(self, url, path):\n",
    "        \"\"\"\n",
    "        将给定的url下载到path中\n",
    "        \"\"\"\n",
    "        def pleasant_size(size):\n",
    "            if size > 1024:\n",
    "                size = size/1024\n",
    "                [rs, unit] = pleasant_size(size)\n",
    "                if unit == 'B':\n",
    "                    return [rs, 'kB']\n",
    "                elif unit == 'kB':\n",
    "                    return [rs, 'MB']\n",
    "                elif unit == 'MB':\n",
    "                    return [rs, 'GB']\n",
    "                elif unit == 'TB':\n",
    "                    return [rs, 'TB']\n",
    "                elif unit == 'PB':\n",
    "                    return [rs, 'PB']\n",
    "            else:\n",
    "                return [size, 'B']\n",
    "        \n",
    "        path = self.__cache_path\n",
    "        filename = url[(url.rfind('/')+1):len(url)]\n",
    "\n",
    "        r = requests.get(url, stream=True)\n",
    "\n",
    "        if r.ok:\n",
    "            realsize = int(r.headers['Content-Length'])\n",
    "            [size, unit] = pleasant_size(realsize)\n",
    "            print('开始下载 %s（%.2f %s） ' % (filename, size, unit), end='')\n",
    "            finished = 0\n",
    "            with open(path + '/' + filename, \"wb\") as data:\n",
    "                for chunk in r.iter_content(chunk_size=1024):\n",
    "                    if chunk:\n",
    "                        data.write(chunk)\n",
    "                        finished = finished + len(chunk)\n",
    "                    if (finished>realsize/10):\n",
    "                        print('.', end='')\n",
    "                        finished=0\n",
    "            data.close()\n",
    "            print('完成')\n",
    "        else:\n",
    "            print(r, filename, '连接失败')\n",
    "    \n",
    "    def query_and_download_all(self, task_id='CE4', data_type='SCI', payload='PCAM', data_grade='2B', date_start='default', date_end='today'):\n",
    "        # 查第0页，不会返回具体数据，但是会返回数据文件的数目\n",
    "        links = self.get_ChangE_download_link(0, 10, task_id, data_type, payload, data_grade, date_start, date_end)\n",
    "        if links != None:\n",
    "            # 获取数据总条目\n",
    "            totalcount = int(links[0])\n",
    "            print('查询到数据文件共 %d 个' % (totalcount))\n",
    "\n",
    "            print('开始下载...')\n",
    "\n",
    "            # 每页10条数据，反复“查询-下载”\n",
    "            for i in range(int(totalcount/10+1)):\n",
    "                print(i+1)\n",
    "                links = self.get_ChangE_download_link(i+1, 10, task_id, data_type, payload, data_grade, date_start, date_end)\n",
    "                if links != None:\n",
    "                        for l in links[1:len(links)]:\n",
    "                            filename = l[(l.rfind('/')+1):len(l)]\n",
    "                            if self.is_datafile_exist(filename, path='data'):\n",
    "                                print('文件 %s 已存在' % (filename))\n",
    "                            else:\n",
    "                                self.download(l, 'data')\n",
    "                        print('下载完成')\n",
    "                        time.sleep(0.5)\n",
    "    \n",
    "    def query_remote(self, qtask='CE4', qseq='*', qbatch='*', qcolor='*', qsite='*', qpayload='*', qdata_type='*', qdata_grade='*', qext='*'):\n",
    "        \"\"\"\n",
    "        get_ChangE_download_link()函数的套壳\n",
    "        \"\"\"\n",
    "        # 处理各参数\n",
    "        task_id = '' if qtask == '*' else qtask\n",
    "        data_type = '' if qdata_type == '*' else qdata_type\n",
    "        payload = '' if qpayload == '*' else qpayload\n",
    "        data_grade = '' if qdata_grade == '*' else qdata_grade\n",
    "            \n",
    "        # 先查第0页，获得数据总条目\n",
    "        r = get_ChangE_download_link(0, 10, task_id, data_type, payload, data_grade, date_start, date_end)\n",
    "        if r == None:\n",
    "            return r\n",
    "        # 获取数据总条目\n",
    "        totalcount = int(r[0])\n",
    "        print(totalcount)\n",
    "        \n",
    "        # TODO:\n",
    "        # 多次查询将文件名和下载链接提取出来\n",
    "        # 用其他的查询条件去除多余的结果\n",
    "        # 返回列表\n",
    "        pass\n",
    "        \n",
    "    def query_local(self, qtask='CE4', qseq='*', qbatch='*', qcolor='*', qsite='*', qpayload='*', qdata_type='*', qdata_grade='*', qext='*'):\n",
    "        \"\"\"\n",
    "        发起一次本地查询，遍历self.__data中保存的所有文件名，返回符合查询条件的文件名\n",
    "        \"\"\"\n",
    "        def check_tag(filename, tags):\n",
    "            # 数据文件名样式有如下几种：\n",
    "            # CE4_GRAS_PCAML-C-000_SCI_N_20200227111928_20200227111928_0121_B.2BL\n",
    "            # 匹配样式：(.*)_(.*)_(.*)-(.*)-(.*)_(.*)_(.*)_([0-9]*)_([0-9]*)_([0-9]{4})_(.*)\\.(.*)\n",
    "            pattern = []\n",
    "            pattern.append(r'(.*)_(.*)_(.*)-(.*)-(.*)_(.*)_(.*)_([0-9]*)_([0-9]*)_([0-9]{4})_(.*)\\.(.*)')\n",
    "            # CE4_GRAS_ASAN-SCI_SCI_N_20190111150201_20190112102100_0003_B.2B\n",
    "            # 匹配样式：(.*)_(.*)_(.*)-(.*)_(.*)_(.*)_([0-9]*)_([0-9]*)_([0-9]{4})_(.*)\\.(.*)\n",
    "            pattern.append(r'(.*)_(.*)_(.*)-(.*)_(.*)_(.*)_([0-9]*)_([0-9]*)_([0-9]{4})_(.*)\\.(.*)')\n",
    "            \n",
    "            match_obj = re.match(pattern[0], filename)\n",
    "            match_obj2= re.match(pattern[1], filename)\n",
    "            # 提取出文件名中的各种标签\n",
    "            if match_obj != None:\n",
    "                task = match_obj.group(1) # 任务\n",
    "                site = match_obj.group(2) # 站点\n",
    "                payload = match_obj.group(3) # 载荷，如果是PCAM的话，还需要指出是左眼还是右眼\n",
    "                color = match_obj.group(4) # C、Q\n",
    "                seq = match_obj.group(5) # 序号\n",
    "                data_type = match_obj.group(6) # 数据类型\n",
    "                unknown = match_obj.group(7) # 未知\n",
    "                start_time = match_obj.group(8) # 起时间\n",
    "                end_time = match_obj.group(9) # 止时间\n",
    "                batch = match_obj.group(10) # 序号？\n",
    "                data_grade = match_obj.group(11) # 数据等级\n",
    "                ext = match_obj.group(12) # 扩展名\n",
    "            elif match_obj2 != None:\n",
    "                task = match_obj2.group(1) # 任务\n",
    "                site = match_obj2.group(2) # 站点\n",
    "                payload = match_obj2.group(3) # 载荷，如果是PCAM的话，还需要指出是左眼还是右眼\n",
    "                color = 'N/A' # C、Q\n",
    "                seq = '-1' # 序号\n",
    "                data_type = match_obj2.group(5) # 数据类型\n",
    "                unknown = match_obj2.group(6) # 未知\n",
    "                start_time = match_obj2.group(7) # 起时间\n",
    "                end_time = match_obj2.group(8) # 止时间\n",
    "                batch = match_obj2.group(9) # 序号？\n",
    "                data_grade = match_obj2.group(10) # 数据等级\n",
    "                ext = match_obj2.group(11) # 扩展名\n",
    "            else:\n",
    "                return None\n",
    "                \n",
    "            ftags = [task, seq, batch, color, site, payload, data_type, data_grade, ext]\n",
    "            #print(ftags)\n",
    "                \n",
    "            # 逐个检查标签是否匹配\n",
    "            checklist = []\n",
    "            for i in range(len(tags)):\n",
    "                t = tags[i]\n",
    "                f = ftags[i]\n",
    "                if t == '*':\n",
    "                    checklist.append(True)\n",
    "                elif t == f:\n",
    "                    checklist.append(True)\n",
    "                else:\n",
    "                    checklist.append(False)\n",
    "            return checklist\n",
    "        \n",
    "        result = []\n",
    "\n",
    "        # 依次判断文件名是否满足查询\n",
    "        for f in self.__data:\n",
    "            checked = True\n",
    "            checklist = check_tag(f, [qtask, qseq, qbatch, qcolor, qsite, qpayload, qdata_type, qdata_grade, qext])\n",
    "            #print(f, checklist)\n",
    "            if checklist == None:\n",
    "                print('注意：文件名格式无法匹配 %s' % (f))\n",
    "            else:\n",
    "                for c in checklist:\n",
    "                    if c == False:\n",
    "                        checked = False\n",
    "                        break\n",
    "                if checked == True:\n",
    "                    result.append(f)\n",
    "        \n",
    "        return sorted(result)\n",
    "    \n",
    "    def query(self, qtask='CE4', qseq='*', qbatch='*', qcolor='*', qsite='*', qpayload='*', qdata_type='*', qdata_grade='*', qext='*'):\n",
    "        \"\"\"\n",
    "        统一查询。先查本地，再查远程。本地标注已缓存，远程标注下载链接\n",
    "        \"\"\"\n",
    "        local_list = self.query_local(qtask, qseq, qbatch, qcolor, qsite, qpayload, qdata_type, qdata_grade, qext)\n",
    "        remote_list= self.query_remote(qtask, qseq, qbatch, qcolor, qsite, qpayload, qdata_type, qdata_grade, qext)\n",
    "        query_list=[]\n",
    "        for f in remote_list:\n",
    "            if f in local_list:\n",
    "                query_list.append(['c', f])\n",
    "            else:\n",
    "                query_list.append(['download_url', f])\n",
    "        print(atool.pretty(query_list))\n",
    "        \n",
    "    def load_2A2B(self, filename):\n",
    "        \"\"\"\n",
    "        读入2A或2B数据，并返回处理过的、原始大小的numpy数组\n",
    "        \"\"\"\n",
    "        img = {}\n",
    "\n",
    "        # 读入嫦娥4号2BL数据\n",
    "        img['pds_data'] = pds4_tools.read(filename)\n",
    "\n",
    "        # 将图像数据提取出来\n",
    "        img['raw_data'] = np.asanyarray(img['pds_data'][0].data)\n",
    "        img['raw_data'] = img['raw_data'] / 1023      #10位的图像数据归一化\n",
    "        print('提取原始数据并归一化', img['raw_data'].shape, img['raw_data'].ndim)\n",
    "\n",
    "        # de-bayer\n",
    "        rgb_data = colour.cctf_encoding(colour_demosaicing.demosaicing_CFA_Bayer_bilinear(img['raw_data'], 'RGGB')) \n",
    "        img['rgb_data'] = rgb_data\n",
    "        print('CFA上色（de-bayer）', rgb_data.shape, rgb_data.ndim)\n",
    "\n",
    "        # 直方图拉伸\n",
    "        lower, upper = np.percentile(img['rgb_data'], (5,99))\n",
    "        img['intensity_data'] = exposure.rescale_intensity(img['rgb_data'], in_range=(lower, upper)) \n",
    "        print('直方图拉伸', lower, upper)\n",
    "\n",
    "        return img['intensity_data']\n",
    "\n",
    "\n",
    "    def convert_pds_2_png(self, filename, scale=1.0, input_path='data', output_path='png'):\n",
    "        \"\"\"\n",
    "        filename是包含路径的文件名\n",
    "        \"\"\"\n",
    "        img = {}\n",
    "        input_path = self.__cache_path\n",
    "\n",
    "        img['intensity_data'] = self.load_2A2B(filename)\n",
    "        print(type(img['intensity_data']))\n",
    "\n",
    "        # 缩放\n",
    "        if scale != 1.0:\n",
    "            print('图像缩放', scale)\n",
    "            height, width = img['intensity_data'].shape[:2]\n",
    "            size = (int(width*scale), int(height*scale))  \n",
    "            img['scaled_data'] = cv2.resize(img['intensity_data'], size, interpolation=cv2.INTER_AREA)\n",
    "        else:\n",
    "            img['scaled_data'] = img['intensity_data']\n",
    "\n",
    "        # 保存到文件\n",
    "        p = img['scaled_data'] * 255\n",
    "        p = p.astype('uint8')\n",
    "        output_filename = filename.replace(input_path, output_path) + '.png'\n",
    "        cv2.imwrite(output_filename, cv2.cvtColor(p, cv2.COLOR_RGB2BGR)) # opencv的红色和蓝色会对调，需要改变一下颜色顺序\n",
    "        print('保存到文件', output_filename)\n",
    "    \n",
    "    def convert_pds_from_list(self, filelist, scale=1.0, input_path='data', output_path='png'):\n",
    "        input_path = self.__cache_path\n",
    "        for filename in filelist:\n",
    "            self.convert_pds_2_png(input_path + '/' + filename, scale, input_path, output_path) # 可设置输入目录与输出目录\n",
    "            \n",
    "    def convert_SBS_png(self, leftfile, rightfile):\n",
    "        # 读入左右目图片\n",
    "        leftimg0 = self.load_2A2B(leftfile)\n",
    "        rightimg0= self.load_2A2B(rightfile)\n",
    "        # 变形并调整尺寸\n",
    "        size = (960, 1080)  \n",
    "        leftimg1 = cv2.resize(leftimg0, size, interpolation=cv2.INTER_AREA)\n",
    "        rightimg1= cv2.resize(rightimg0, size, interpolation=cv2.INTER_AREA)\n",
    "        # 将两个图像合并为一\n",
    "        img = np.hstack((leftimg1, rightimg1)) \n",
    "        return img\n",
    "\n",
    "    def convert_SBS_from_list(self, leftlist, rightlist, inputpath, outputpath):\n",
    "        inputpath = self.__cache_path\n",
    "        for i in range(len(leftlist)):\n",
    "            leftfile = inputpath + '/' + leftlist[i]\n",
    "            rightfile= inputpath + '/' + rightlist[i]\n",
    "            img = self.convert_SBS_png(leftfile, rightfile)\n",
    "            p = img * 255\n",
    "            p = p.astype('uint8')\n",
    "            cv2.imwrite(outputpath+'/'+leftlist[i].replace('PCAML', 'PCAMLR')+'.png', cv2.cvtColor(p, cv2.COLOR_RGB2BGR))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b4306b67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "嫦娥数据管理器 v0.2\n",
      "数据文件目录 : data\n",
      "数据文件数目 ：20640\n"
     ]
    }
   ],
   "source": [
    "cedm = ChangEDataManager('data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "466f8de5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[\n",
      "    254138\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230809_20150110230809_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230809_20150110230809_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230604_20150110230604_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230604_20150110230604_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230358_20150110230358_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230358_20150110230358_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230153_20150110230153_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110230153_20150110230153_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225947_20150110225947_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225947_20150110225947_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225906_20150110225906_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225906_20150110225906_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225700_20150110225700_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225700_20150110225700_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225455_20150110225455_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225455_20150110225455_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225249_20150110225249_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225249_20150110225249_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225044_20150110225044_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110225044_20150110225044_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224838_20150110224838_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224838_20150110224838_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224633_20150110224633_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224633_20150110224633_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224427_20150110224427_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224427_20150110224427_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224222_20150110224222_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224222_20150110224222_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224016_20150110224016_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110224016_20150110224016_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223811_20150110223811_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223811_20150110223811_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223605_20150110223605_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223605_20150110223605_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223400_20150110223400_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223400_20150110223400_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223154_20150110223154_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110223154_20150110223154_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222949_20150110222949_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222949_20150110222949_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222907_20150110222907_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222907_20150110222907_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222702_20150110222702_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222702_20150110222702_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222456_20150110222456_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222456_20150110222456_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222251_20150110222251_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222251_20150110222251_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222045_20150110222045_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110222045_20150110222045_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221840_20150110221840_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221840_20150110221840_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221634_20150110221634_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221634_20150110221634_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221429_20150110221429_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221429_20150110221429_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221223_20150110221223_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221223_20150110221223_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221018_20150110221018_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110221018_20150110221018_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220812_20150110220812_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220812_20150110220812_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220607_20150110220607_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220607_20150110220607_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220401_20150110220401_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220401_20150110220401_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220156_20150110220156_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110220156_20150110220156_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215950_20150110215950_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215950_20150110215950_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215910_20150110215910_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215910_20150110215910_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215704_20150110215704_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215704_20150110215704_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215459_20150110215459_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215459_20150110215459_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215253_20150110215253_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215253_20150110215253_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215048_20150110215048_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110215048_20150110215048_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214842_20150110214842_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214842_20150110214842_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214637_20150110214637_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214637_20150110214637_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214431_20150110214431_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214431_20150110214431_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214226_20150110214226_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214226_20150110214226_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214020_20150110214020_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110214020_20150110214020_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213815_20150110213815_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213815_20150110213815_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213609_20150110213609_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213609_20150110213609_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213404_20150110213404_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213404_20150110213404_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213158_20150110213158_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110213158_20150110213158_0393_B.2B\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2A/CE3_BMYK_MUVT-P-0099_SCI_N_20150110212953_20150110212953_0393_B.2A\n",
      "    http://moon.bao.ac.cn/cedownload/MUVT/2B/CE3_BMYK_MUVT-P-0099_SCI_N_20150110212953_20150110212953_0393_B.2B\n",
      "\n",
      "]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "list = cedm.get_ChangE_download_link(10, 100, task_id='CE3', payload='', data_grade='', date_start='')\n",
    "print(atool.pretty(list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ce7b18cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "查询到数据文件共 220 个\n",
      "开始下载...\n",
      "1\n",
      "文件 CE4_GRAS_PCAML-C-011_SCI_N_20200428095013_20200428095013_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-011_SCI_N_20200428095013_20200428095013_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-010_SCI_N_20200428094844_20200428094844_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-010_SCI_N_20200428094844_20200428094844_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-009_SCI_N_20200428094715_20200428094715_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-009_SCI_N_20200428094715_20200428094715_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-008_SCI_N_20200428094546_20200428094546_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-008_SCI_N_20200428094546_20200428094546_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-007_SCI_N_20200428094417_20200428094417_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-007_SCI_N_20200428094417_20200428094417_0128_B.2BL 已存在\n",
      "下载完成\n",
      "2\n",
      "文件 CE4_GRAS_PCAML-C-006_SCI_N_20200428094248_20200428094248_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-006_SCI_N_20200428094248_20200428094248_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-005_SCI_N_20200428093658_20200428093658_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-005_SCI_N_20200428093658_20200428093658_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-004_SCI_N_20200428093529_20200428093529_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-004_SCI_N_20200428093529_20200428093529_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-003_SCI_N_20200428093400_20200428093400_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-003_SCI_N_20200428093400_20200428093400_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-002_SCI_N_20200428093231_20200428093231_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-002_SCI_N_20200428093231_20200428093231_0128_B.2BL 已存在\n",
      "下载完成\n",
      "3\n",
      "文件 CE4_GRAS_PCAML-C-001_SCI_N_20200428093102_20200428093102_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-001_SCI_N_20200428093102_20200428093102_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-000_SCI_N_20200428092933_20200428092933_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-000_SCI_N_20200428092933_20200428092933_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-011_SCI_N_20200427123145_20200427123145_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-011_SCI_N_20200427123145_20200427123145_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-010_SCI_N_20200427123016_20200427123016_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-010_SCI_N_20200427123016_20200427123016_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-009_SCI_N_20200427122847_20200427122847_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-009_SCI_N_20200427122847_20200427122847_0128_B.2BL 已存在\n",
      "下载完成\n",
      "4\n",
      "文件 CE4_GRAS_PCAML-Q-008_SCI_N_20200427122147_20200427122147_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-008_SCI_N_20200427122147_20200427122147_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-007_SCI_N_20200427122018_20200427122018_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-007_SCI_N_20200427122018_20200427122018_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-006_SCI_N_20200427121849_20200427121849_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-006_SCI_N_20200427121849_20200427121849_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-005_SCI_N_20200427121109_20200427121109_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-005_SCI_N_20200427121109_20200427121109_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-004_SCI_N_20200427120940_20200427120940_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-004_SCI_N_20200427120940_20200427120940_0128_B.2BL 已存在\n",
      "下载完成\n",
      "5\n",
      "文件 CE4_GRAS_PCAML-Q-003_SCI_N_20200427120811_20200427120811_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-003_SCI_N_20200427120811_20200427120811_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-002_SCI_N_20200427120642_20200427120642_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-002_SCI_N_20200427120642_20200427120642_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-001_SCI_N_20200427120513_20200427120513_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-001_SCI_N_20200427120513_20200427120513_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-000_SCI_N_20200427120344_20200427120344_0128_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-000_SCI_N_20200427120344_20200427120344_0128_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-002_SCI_N_20200426131257_20200426131257_0127_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-002_SCI_N_20200426131257_20200426131257_0127_B.2BL 已存在\n",
      "下载完成\n",
      "6\n",
      "文件 CE4_GRAS_PCAML-C-001_SCI_N_20200426131128_20200426131128_0127_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-001_SCI_N_20200426131128_20200426131128_0127_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-C-000_SCI_N_20200426130411_20200426130411_0127_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-C-000_SCI_N_20200426130411_20200426130411_0127_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-082_SCI_N_20200419124455_20200419124455_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-082_SCI_N_20200419124455_20200419124455_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-081_SCI_N_20200419124335_20200419124335_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-081_SCI_N_20200419124335_20200419124335_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-080_SCI_N_20200419124215_20200419124215_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-080_SCI_N_20200419124215_20200419124215_0126_B.2BL 已存在\n",
      "下载完成\n",
      "7\n",
      "文件 CE4_GRAS_PCAML-Q-079_SCI_N_20200419123935_20200419123935_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-079_SCI_N_20200419123935_20200419123935_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-078_SCI_N_20200419123815_20200419123815_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-078_SCI_N_20200419123815_20200419123815_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-077_SCI_N_20200419123655_20200419123655_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-077_SCI_N_20200419123655_20200419123655_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-076_SCI_N_20200419123535_20200419123535_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-076_SCI_N_20200419123535_20200419123535_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-075_SCI_N_20200419123415_20200419123415_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-075_SCI_N_20200419123415_20200419123415_0126_B.2BL 已存在\n",
      "下载完成\n",
      "8\n",
      "文件 CE4_GRAS_PCAML-Q-074_SCI_N_20200419123255_20200419123255_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-074_SCI_N_20200419123255_20200419123255_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-073_SCI_N_20200419123135_20200419123135_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-073_SCI_N_20200419123135_20200419123135_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-072_SCI_N_20200419123015_20200419123015_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-072_SCI_N_20200419123015_20200419123015_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-071_SCI_N_20200419122855_20200419122855_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-071_SCI_N_20200419122855_20200419122855_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-070_SCI_N_20200419122735_20200419122735_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-070_SCI_N_20200419122735_20200419122735_0126_B.2BL 已存在\n",
      "下载完成\n",
      "9\n",
      "文件 CE4_GRAS_PCAML-Q-069_SCI_N_20200419104012_20200419104012_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-069_SCI_N_20200419104012_20200419104012_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-068_SCI_N_20200419103852_20200419103852_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-068_SCI_N_20200419103852_20200419103852_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-067_SCI_N_20200419103732_20200419103732_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-067_SCI_N_20200419103732_20200419103732_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-066_SCI_N_20200419103612_20200419103612_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-066_SCI_N_20200419103612_20200419103612_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-065_SCI_N_20200419103452_20200419103452_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-065_SCI_N_20200419103452_20200419103452_0126_B.2BL 已存在\n",
      "下载完成\n",
      "10\n",
      "文件 CE4_GRAS_PCAML-Q-064_SCI_N_20200419103332_20200419103332_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-064_SCI_N_20200419103332_20200419103332_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-063_SCI_N_20200419103212_20200419103212_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-063_SCI_N_20200419103212_20200419103212_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-062_SCI_N_20200419103052_20200419103052_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-062_SCI_N_20200419103052_20200419103052_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-061_SCI_N_20200419102932_20200419102932_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-061_SCI_N_20200419102932_20200419102932_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-060_SCI_N_20200419102812_20200419102812_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-060_SCI_N_20200419102812_20200419102812_0126_B.2BL 已存在\n",
      "下载完成\n",
      "11\n",
      "文件 CE4_GRAS_PCAML-Q-059_SCI_N_20200419102652_20200419102652_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-059_SCI_N_20200419102652_20200419102652_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-058_SCI_N_20200419102532_20200419102532_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-058_SCI_N_20200419102532_20200419102532_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-057_SCI_N_20200419102412_20200419102412_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-057_SCI_N_20200419102412_20200419102412_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-056_SCI_N_20200419101942_20200419101942_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-056_SCI_N_20200419101942_20200419101942_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-055_SCI_N_20200419101405_20200419101405_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-055_SCI_N_20200419101405_20200419101405_0126_B.2BL 已存在\n",
      "下载完成\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12\n",
      "文件 CE4_GRAS_PCAML-Q-054_SCI_N_20200419101245_20200419101245_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-054_SCI_N_20200419101245_20200419101245_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-053_SCI_N_20200419101125_20200419101125_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-053_SCI_N_20200419101125_20200419101125_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-052_SCI_N_20200419101005_20200419101005_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-052_SCI_N_20200419101005_20200419101005_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-051_SCI_N_20200419100845_20200419100845_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-051_SCI_N_20200419100845_20200419100845_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-050_SCI_N_20200419100725_20200419100725_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-050_SCI_N_20200419100725_20200419100725_0126_B.2BL 已存在\n",
      "下载完成\n",
      "13\n",
      "文件 CE4_GRAS_PCAML-Q-049_SCI_N_20200419100605_20200419100605_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-049_SCI_N_20200419100605_20200419100605_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-048_SCI_N_20200419100445_20200419100445_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-048_SCI_N_20200419100445_20200419100445_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-047_SCI_N_20200419100325_20200419100325_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-047_SCI_N_20200419100325_20200419100325_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-046_SCI_N_20200419100205_20200419100205_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-046_SCI_N_20200419100205_20200419100205_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-045_SCI_N_20200419100045_20200419100045_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-045_SCI_N_20200419100045_20200419100045_0126_B.2BL 已存在\n",
      "下载完成\n",
      "14\n",
      "文件 CE4_GRAS_PCAML-Q-044_SCI_N_20200419095925_20200419095925_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-044_SCI_N_20200419095925_20200419095925_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-043_SCI_N_20200419095805_20200419095805_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-043_SCI_N_20200419095805_20200419095805_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-042_SCI_N_20200419095645_20200419095645_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-042_SCI_N_20200419095645_20200419095645_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-041_SCI_N_20200419095127_20200419095127_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-041_SCI_N_20200419095127_20200419095127_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-040_SCI_N_20200419095007_20200419095007_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-040_SCI_N_20200419095007_20200419095007_0126_B.2BL 已存在\n",
      "下载完成\n",
      "15\n",
      "文件 CE4_GRAS_PCAML-Q-039_SCI_N_20200419094847_20200419094847_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-039_SCI_N_20200419094847_20200419094847_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-038_SCI_N_20200419094727_20200419094727_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-038_SCI_N_20200419094727_20200419094727_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-037_SCI_N_20200419094607_20200419094607_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-037_SCI_N_20200419094607_20200419094607_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-036_SCI_N_20200419094447_20200419094447_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-036_SCI_N_20200419094447_20200419094447_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-035_SCI_N_20200419094327_20200419094327_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-035_SCI_N_20200419094327_20200419094327_0126_B.2BL 已存在\n",
      "下载完成\n",
      "16\n",
      "文件 CE4_GRAS_PCAML-Q-034_SCI_N_20200419094207_20200419094207_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-034_SCI_N_20200419094207_20200419094207_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-033_SCI_N_20200419094047_20200419094047_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-033_SCI_N_20200419094047_20200419094047_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-032_SCI_N_20200419093927_20200419093927_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-032_SCI_N_20200419093927_20200419093927_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-031_SCI_N_20200419093807_20200419093807_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-031_SCI_N_20200419093807_20200419093807_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-030_SCI_N_20200419093647_20200419093647_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-030_SCI_N_20200419093647_20200419093647_0126_B.2BL 已存在\n",
      "下载完成\n",
      "17\n",
      "文件 CE4_GRAS_PCAML-Q-029_SCI_N_20200419093527_20200419093527_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-029_SCI_N_20200419093527_20200419093527_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-028_SCI_N_20200419093407_20200419093407_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-028_SCI_N_20200419093407_20200419093407_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-027_SCI_N_20200419090710_20200419090710_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-027_SCI_N_20200419090710_20200419090710_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-026_SCI_N_20200419090550_20200419090550_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-026_SCI_N_20200419090550_20200419090550_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-025_SCI_N_20200419090430_20200419090430_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-025_SCI_N_20200419090430_20200419090430_0126_B.2BL 已存在\n",
      "下载完成\n",
      "18\n",
      "文件 CE4_GRAS_PCAML-Q-024_SCI_N_20200419090310_20200419090310_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-024_SCI_N_20200419090310_20200419090310_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-023_SCI_N_20200419090150_20200419090150_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-023_SCI_N_20200419090150_20200419090150_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-022_SCI_N_20200419090030_20200419090030_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-022_SCI_N_20200419090030_20200419090030_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-021_SCI_N_20200419085910_20200419085910_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-021_SCI_N_20200419085910_20200419085910_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-020_SCI_N_20200419085750_20200419085750_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-020_SCI_N_20200419085750_20200419085750_0126_B.2BL 已存在\n",
      "下载完成\n",
      "19\n",
      "文件 CE4_GRAS_PCAML-Q-019_SCI_N_20200419085630_20200419085630_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-019_SCI_N_20200419085630_20200419085630_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-018_SCI_N_20200419085510_20200419085510_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-018_SCI_N_20200419085510_20200419085510_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-017_SCI_N_20200419085350_20200419085350_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-017_SCI_N_20200419085350_20200419085350_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-016_SCI_N_20200419085230_20200419085230_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-016_SCI_N_20200419085230_20200419085230_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-015_SCI_N_20200419085110_20200419085110_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-015_SCI_N_20200419085110_20200419085110_0126_B.2BL 已存在\n",
      "下载完成\n",
      "20\n",
      "文件 CE4_GRAS_PCAML-Q-014_SCI_N_20200419084950_20200419084950_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-014_SCI_N_20200419084950_20200419084950_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-013_SCI_N_20200419084333_20200419084333_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-013_SCI_N_20200419084333_20200419084333_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-012_SCI_N_20200419084213_20200419084213_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-012_SCI_N_20200419084213_20200419084213_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-011_SCI_N_20200419084053_20200419084053_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-011_SCI_N_20200419084053_20200419084053_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-010_SCI_N_20200419083933_20200419083933_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-010_SCI_N_20200419083933_20200419083933_0126_B.2BL 已存在\n",
      "下载完成\n",
      "21\n",
      "文件 CE4_GRAS_PCAML-Q-009_SCI_N_20200419083813_20200419083813_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-009_SCI_N_20200419083813_20200419083813_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-008_SCI_N_20200419083653_20200419083653_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-008_SCI_N_20200419083653_20200419083653_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-007_SCI_N_20200419083533_20200419083533_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-007_SCI_N_20200419083533_20200419083533_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-006_SCI_N_20200419083413_20200419083413_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-006_SCI_N_20200419083413_20200419083413_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-005_SCI_N_20200419083253_20200419083253_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-005_SCI_N_20200419083253_20200419083253_0126_B.2BL 已存在\n",
      "下载完成\n",
      "22\n",
      "文件 CE4_GRAS_PCAML-Q-004_SCI_N_20200419083133_20200419083133_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-004_SCI_N_20200419083133_20200419083133_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-003_SCI_N_20200419083013_20200419083013_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-003_SCI_N_20200419083013_20200419083013_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-002_SCI_N_20200419082853_20200419082853_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-002_SCI_N_20200419082853_20200419082853_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-001_SCI_N_20200419082733_20200419082733_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-001_SCI_N_20200419082733_20200419082733_0126_B.2BL 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-000_SCI_N_20200419082613_20200419082613_0126_B.2B 已存在\n",
      "文件 CE4_GRAS_PCAML-Q-000_SCI_N_20200419082613_20200419082613_0126_B.2BL 已存在\n",
      "下载完成\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23\n",
      "下载完成\n"
     ]
    }
   ],
   "source": [
    "cedm.query_and_download_all(task_id='CE4', payload='PCAML', data_grade='', date_start='20200401')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c96e38a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "查询命中数量：290\n",
      "\n",
      "[\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190104041518_20190104041518_0001_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190110211129_20190110211129_0002_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190112100836_20190112100836_0003_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190208204547_20190208204547_0007_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190228081519_20190228081519_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190429143738_20190429143738_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190508023258_20190508023258_0035_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190510100115_20190510100115_0038_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190708043358_20190708043358_0048_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190729011859_20190729011859_0050_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190806113452_20190806113452_0053_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190826032641_20190826032641_0056_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190827051956_20190827051956_0059_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190827094241_20190827094241_0060_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190903091501_20190903091501_0061_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190905071818_20190905071818_0067_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190925031838_20190925031838_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20191202052108_20191202052108_0097_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20191221020127_20191221020127_0098_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20191221120837_20191221120837_0099_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200101040020_20200101040020_0111_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200120075551_20200120075551_0112_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200130070406_20200130070406_0115_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200131013127_20200131013127_0116_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200131025855_20200131025855_0117_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200131074247_20200131074247_0118_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200227111928_20200227111928_0121_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200320091638_20200320091638_0123_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200329050227_20200329050227_0124_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200426130411_20200426130411_0127_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20200428092933_20200428092933_0128_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190104041637_20190104041637_0001_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190110211249_20190110211249_0002_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190112100955_20190112100955_0003_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190208204706_20190208204706_0007_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190228081639_20190228081639_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190429143857_20190429143857_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190508023755_20190508023755_0035_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190708043517_20190708043517_0048_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190729012018_20190729012018_0050_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190806113621_20190806113621_0053_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190827094410_20190827094410_0060_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190903112931_20190903112931_0061_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190905071947_20190905071947_0067_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190925031958_20190925031958_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20191202052237_20191202052237_0097_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20191221121006_20191221121006_0099_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200101040148_20200101040148_0111_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200120075720_20200120075720_0112_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200130070535_20200130070535_0115_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200131013256_20200131013256_0116_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200131030055_20200131030055_0117_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200131074416_20200131074416_0118_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200227112057_20200227112057_0121_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200320091807_20200320091807_0123_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200329050356_20200329050356_0124_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200426131128_20200426131128_0127_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20200428093102_20200428093102_0128_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190104041756_20190104041756_0001_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190110211409_20190110211409_0002_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190112101114_20190112101114_0003_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190208204825_20190208204825_0007_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190228081759_20190228081759_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190429144016_20190429144016_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190708043636_20190708043636_0048_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190729012137_20190729012137_0050_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190806113750_20190806113750_0053_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190827094539_20190827094539_0060_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190905072116_20190905072116_0067_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190925032118_20190925032118_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20191202052406_20191202052406_0097_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20191221121135_20191221121135_0099_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200120075849_20200120075849_0112_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200130070704_20200130070704_0115_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200131013425_20200131013425_0116_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200227112226_20200227112226_0121_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200320091936_20200320091936_0123_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200329050525_20200329050525_0124_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200426131257_20200426131257_0127_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20200428093231_20200428093231_0128_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190104042436_20190104042436_0001_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190110211813_20190110211813_0002_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190112101505_20190112101505_0003_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190228081919_20190228081919_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190429144135_20190429144135_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190708044006_20190708044006_0048_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190729012354_20190729012354_0050_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190806114022_20190806114022_0053_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190827094707_20190827094707_0060_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190905072359_20190905072359_0067_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190925032238_20190925032238_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20191202052535_20191202052535_0097_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20191221121303_20191221121303_0099_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200120082758_20200120082758_0112_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200130071543_20200130071543_0115_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200131014028_20200131014028_0116_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200227112355_20200227112355_0121_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200320092105_20200320092105_0123_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200329050654_20200329050654_0124_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20200428093400_20200428093400_0128_B.2BL\n",
      "    CE4_GRAS_PCAML-C-004_SCI_N_20190104042555_20190104042555_0001_B.2BL\n",
      "    CE4_GRAS_PCAML-C-004_SCI_N_20190110211933_20190110211933_0002_B.2BL\n",
      "    CE4_GRAS_PCAML-C-004_SCI_N_20190112101624_20190112101624_0003_B.2BL\n",
      "    CE4_GRAS_PCAML-C-004_SCI_N_20190228082039_20190228082039_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-004_SCI_N_20190429144254_20190429144254_0033_B.2BL\n",
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      "    CE4_GRAS_PCAML-C-050_SCI_N_20190925045137_20190925045137_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-051_SCI_N_20190228095913_20190228095913_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-051_SCI_N_20190925045257_20190925045257_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-052_SCI_N_20190228100033_20190228100033_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-052_SCI_N_20190925045417_20190925045417_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-053_SCI_N_20190228100153_20190228100153_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-053_SCI_N_20190925045537_20190925045537_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-054_SCI_N_20190228100313_20190228100313_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-054_SCI_N_20190925045657_20190925045657_0076_B.2BL\n",
      "    CE4_GRAS_PCAML-C-055_SCI_N_20190228100433_20190228100433_0011_B.2BL\n",
      "    CE4_GRAS_PCAML-C-055_SCI_N_20190925045817_20190925045817_0076_B.2BL\n",
      "\n",
      "]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "q = cedm.query_local(qtask='CE4', qpayload='PCAML', qcolor='C', qbatch='*', qseq='*', qext='2BL')\n",
    "print('查询命中数量：%d\\n' % (len(q)))\n",
    "print(atool.pretty(q))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "388203da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "查询命中数量：18\n",
      "\n",
      "[\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190208204547_20190208204547_0007_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190208204706_20190208204706_0007_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190208204825_20190208204825_0007_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190429143738_20190429143738_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190429143857_20190429143857_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-002_SCI_N_20190429144016_20190429144016_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-003_SCI_N_20190429144135_20190429144135_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-004_SCI_N_20190429144254_20190429144254_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-005_SCI_N_20190429144413_20190429144413_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-006_SCI_N_20190429144958_20190429144958_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-007_SCI_N_20190429145117_20190429145117_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-008_SCI_N_20190429145236_20190429145236_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-009_SCI_N_20190429145355_20190429145355_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-010_SCI_N_20190429145514_20190429145514_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-011_SCI_N_20190429145633_20190429145633_0033_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190508023258_20190508023258_0035_B.2BL\n",
      "    CE4_GRAS_PCAML-C-001_SCI_N_20190508023755_20190508023755_0035_B.2BL\n",
      "    CE4_GRAS_PCAML-C-000_SCI_N_20190510100115_20190510100115_0038_B.2BL\n",
      "\n",
      "]\n",
      "\n",
      "查询命中数量：18\n",
      "\n",
      "[\n",
      "    CE4_GRAS_PCAMR-C-000_SCI_N_20190208204531_20190208204531_0007_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-001_SCI_N_20190208204650_20190208204650_0007_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-002_SCI_N_20190208204809_20190208204809_0007_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-000_SCI_N_20190429143722_20190429143722_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-001_SCI_N_20190429143841_20190429143841_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-002_SCI_N_20190429144000_20190429144000_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-003_SCI_N_20190429144119_20190429144119_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-004_SCI_N_20190429144238_20190429144238_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-005_SCI_N_20190429144357_20190429144357_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-006_SCI_N_20190429144942_20190429144942_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-007_SCI_N_20190429145101_20190429145101_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-008_SCI_N_20190429145220_20190429145220_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-009_SCI_N_20190429145339_20190429145339_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-010_SCI_N_20190429145458_20190429145458_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-011_SCI_N_20190429145617_20190429145617_0033_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-000_SCI_N_20190508023242_20190508023242_0035_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-001_SCI_N_20190508023739_20190508023739_0035_B.2BL\n",
      "    CE4_GRAS_PCAMR-C-000_SCI_N_20190510100059_20190510100059_0038_B.2BL\n",
      "\n",
      "]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "q4 = cedm.query_local(qtask='CE4', qpayload='PCAML', qcolor='C', qbatch='0007', qseq='*', qext='2BL')\n",
    "q1 = cedm.query_local(qtask='CE4', qpayload='PCAML', qcolor='C', qbatch='0033', qseq='*', qext='2BL')\n",
    "q2 = cedm.query_local(qtask='CE4', qpayload='PCAML', qcolor='C', qbatch='0035', qseq='*', qext='2BL')\n",
    "q3 = cedm.query_local(qtask='CE4', qpayload='PCAML', qcolor='C', qbatch='0038', qseq='*', qext='2BL')\n",
    "leftlist = q4+q1+q2+q3\n",
    "print('查询命中数量：%d\\n' % (len(leftlist)))\n",
    "print(atool.pretty(leftlist))\n",
    "\n",
    "q4 = cedm.query_local(qtask='CE4', qpayload='PCAMR', qcolor='C', qbatch='0007', qseq='*', qext='2BL')\n",
    "q1 = cedm.query_local(qtask='CE4', qpayload='PCAMR', qcolor='C', qbatch='0033', qseq='*', qext='2BL')\n",
    "q2 = cedm.query_local(qtask='CE4', qpayload='PCAMR', qcolor='C', qbatch='0035', qseq='*', qext='2BL')\n",
    "q3 = cedm.query_local(qtask='CE4', qpayload='PCAMR', qcolor='C', qbatch='0038', qseq='*', qext='2BL')\n",
    "rightlist = q4+q1+q2+q3\n",
    "print('查询命中数量：%d\\n' % (len(rightlist)))\n",
    "print(atool.pretty(rightlist))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6137f438",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing label: data/CE4_GRAS_PCAML-C-000_SCI_N_20190429143738_20190429143738_0033_B.2BL\n",
      "2021-05-19 00:53:43 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-000_SCI_N_20190429143738_20190429143738_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:43 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.348695910986 0.805331361145\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-000_SCI_N_20190429143722_20190429143722_0033_B.2BL\n",
      "2021-05-19 00:53:44 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-000_SCI_N_20190429143722_20190429143722_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:45 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.328182198208 0.80304019261\n",
      "Processing label: data/CE4_GRAS_PCAML-C-001_SCI_N_20190429143857_20190429143857_0033_B.2BL\n",
      "2021-05-19 00:53:46 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-001_SCI_N_20190429143857_20190429143857_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:46 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.396248342435 0.805045432268\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-001_SCI_N_20190429143841_20190429143841_0033_B.2BL\n",
      "2021-05-19 00:53:47 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-001_SCI_N_20190429143841_20190429143841_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:47 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.411074473121 0.794371015884\n",
      "Processing label: data/CE4_GRAS_PCAML-C-002_SCI_N_20190429144016_20190429144016_0033_B.2BL\n",
      "2021-05-19 00:53:49 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-002_SCI_N_20190429144016_20190429144016_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:49 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.363172548991 0.807044147751\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-002_SCI_N_20190429144000_20190429144000_0033_B.2BL\n",
      "2021-05-19 00:53:50 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-002_SCI_N_20190429144000_20190429144000_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:50 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.381446895537 0.801172291762\n",
      "Processing label: data/CE4_GRAS_PCAML-C-003_SCI_N_20190429144135_20190429144135_0033_B.2BL\n",
      "2021-05-19 00:53:51 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-003_SCI_N_20190429144135_20190429144135_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:51 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.457078389341 0.737605882131\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-003_SCI_N_20190429144119_20190429144119_0033_B.2BL\n",
      "2021-05-19 00:53:53 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-003_SCI_N_20190429144119_20190429144119_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:53 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.45766895405 0.733745125386\n",
      "Processing label: data/CE4_GRAS_PCAML-C-004_SCI_N_20190429144254_20190429144254_0033_B.2BL\n",
      "2021-05-19 00:53:54 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-004_SCI_N_20190429144254_20190429144254_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:54 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.48221488862 0.729857728914\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-004_SCI_N_20190429144238_20190429144238_0033_B.2BL\n",
      "2021-05-19 00:53:55 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-004_SCI_N_20190429144238_20190429144238_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:55 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.519113093096 0.741758874105\n",
      "Processing label: data/CE4_GRAS_PCAML-C-005_SCI_N_20190429144413_20190429144413_0033_B.2BL\n",
      "2021-05-19 00:53:57 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-005_SCI_N_20190429144413_20190429144413_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:57 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.153959595257 0.713027054748\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-005_SCI_N_20190429144357_20190429144357_0033_B.2BL\n",
      "2021-05-19 00:53:58 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-005_SCI_N_20190429144357_20190429144357_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:58 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.177027350375 0.712524188785\n",
      "Processing label: data/CE4_GRAS_PCAML-C-006_SCI_N_20190429144958_20190429144958_0033_B.2BL\n",
      "2021-05-19 00:53:59 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-006_SCI_N_20190429144958_20190429144958_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:53:59 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.0918042598758 0.813001718058\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-006_SCI_N_20190429144942_20190429144942_0033_B.2BL\n",
      "2021-05-19 00:54:00 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-006_SCI_N_20190429144942_20190429144942_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:00 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.107590454748 0.843448356341\n",
      "Processing label: data/CE4_GRAS_PCAML-C-007_SCI_N_20190429145117_20190429145117_0033_B.2BL\n",
      "2021-05-19 00:54:01 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-007_SCI_N_20190429145117_20190429145117_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:01 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.11049941568 0.806045601931\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-007_SCI_N_20190429145101_20190429145101_0033_B.2BL\n",
      "2021-05-19 00:54:03 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-007_SCI_N_20190429145101_20190429145101_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:03 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.324610945061 0.80647374856\n",
      "Processing label: data/CE4_GRAS_PCAML-C-008_SCI_N_20190429145236_20190429145236_0033_B.2BL\n",
      "2021-05-19 00:54:04 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-008_SCI_N_20190429145236_20190429145236_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:04 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.446280715484 0.769412292169\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-008_SCI_N_20190429145220_20190429145220_0033_B.2BL\n",
      "2021-05-19 00:54:05 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-008_SCI_N_20190429145220_20190429145220_0033_B.2BL\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:05 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.450518203773 0.766369939398\n",
      "Processing label: data/CE4_GRAS_PCAML-C-009_SCI_N_20190429145355_20190429145355_0033_B.2BL\n",
      "2021-05-19 00:54:06 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-009_SCI_N_20190429145355_20190429145355_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:06 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.41675741831 0.799731553274\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-009_SCI_N_20190429145339_20190429145339_0033_B.2BL\n",
      "2021-05-19 00:54:08 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-009_SCI_N_20190429145339_20190429145339_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:08 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.419069814727 0.805902820136\n",
      "Processing label: data/CE4_GRAS_PCAML-C-010_SCI_N_20190429145514_20190429145514_0033_B.2BL\n",
      "2021-05-19 00:54:09 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-010_SCI_N_20190429145514_20190429145514_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:09 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.384755893334 0.822249608164\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-010_SCI_N_20190429145458_20190429145458_0033_B.2BL\n",
      "2021-05-19 00:54:10 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-010_SCI_N_20190429145458_20190429145458_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:10 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.387305659079 0.819461668393\n",
      "Processing label: data/CE4_GRAS_PCAML-C-011_SCI_N_20190429145633_20190429145633_0033_B.2BL\n",
      "2021-05-19 00:54:11 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-011_SCI_N_20190429145633_20190429145633_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:11 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.351975410873 0.826960842881\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-011_SCI_N_20190429145617_20190429145617_0033_B.2BL\n",
      "2021-05-19 00:54:13 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-011_SCI_N_20190429145617_20190429145617_0033_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:13 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.336912499089 0.825578847672\n",
      "Processing label: data/CE4_GRAS_PCAML-C-000_SCI_N_20190508023258_20190508023258_0035_B.2BL\n",
      "2021-05-19 00:54:14 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-000_SCI_N_20190508023258_20190508023258_0035_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:14 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.189115793993 0.832732396055\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-000_SCI_N_20190508023242_20190508023242_0035_B.2BL\n",
      "2021-05-19 00:54:15 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-000_SCI_N_20190508023242_20190508023242_0035_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:15 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.158049439477 0.873671791617\n",
      "Processing label: data/CE4_GRAS_PCAML-C-001_SCI_N_20190508023755_20190508023755_0035_B.2BL\n",
      "2021-05-19 00:54:16 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-001_SCI_N_20190508023755_20190508023755_0035_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:16 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.0189442815249 0.704925144028\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-001_SCI_N_20190508023739_20190508023739_0035_B.2BL\n",
      "2021-05-19 00:54:18 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-001_SCI_N_20190508023739_20190508023739_0035_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:18 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.00631476050831 0.713027054748\n",
      "Processing label: data/CE4_GRAS_PCAML-C-000_SCI_N_20190510100115_20190510100115_0038_B.2BL\n",
      "2021-05-19 00:54:19 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAML-C-000_SCI_N_20190510100115_20190510100115_0038_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:19 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.32773834045 0.992116778192\n",
      "Processing label: data/CE4_GRAS_PCAMR-C-000_SCI_N_20190510100059_20190510100059_0038_B.2BL\n",
      "2021-05-19 00:54:20 core.py [line:189] INFO: Processing label: data/CE4_GRAS_PCAMR-C-000_SCI_N_20190510100059_20190510100059_0038_B.2BL\n",
      "\n",
      "Now processing a Array_2D_Image structure: ARRAY_0\n",
      "2021-05-19 00:54:20 core.py [line:304] INFO: Now processing a Array_2D_Image structure: ARRAY_0\n",
      "\n",
      "提取原始数据并归一化 (1728, 2352) 2\n",
      "CFA上色（de-bayer） (1728, 2352, 3) 3\n",
      "直方图拉伸 0.303580723361 1.0\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "cedm.convert_SBS_from_list(leftlist, rightlist, 'data', 'png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f355a14",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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